Am I recommended?
Run a specific, unbranded buyer question and record whether the answer mentions or cites your domain. One response is one observation—not universal visibility.
AI visibility for SaaS
See if AI finds you. Then see if it pays.
Grow or Die measures whether ChatGPT recommends your brand, which pages AI crawlers request, which AI referrals arrive, and whether those visitors become paying customers.
AnswerRecommended
WebsiteReferred
BusinessRevenue
No blended theatre
Three signals. Three different questions.
What does AI read?
Install the server hook to observe verified crawler requests by page, bot, and time. A crawler request does not prove a recommendation.
Does visibility earn?
Join AI referral visits to the same customer and payment identity. Revenue stays unassigned when the identity link is missing.
Demand before content
Find questions people already search for.
Google demand
Use live US search-volume and keyword-difficulty estimates to avoid publishing pages nobody searches for.
ChatGPT observation
Test the same buyer intent without your brand in the question, then record mentions, position, and exact target citations.
Business outcome
Connect traffic and payment evidence before calling a visibility win valuable.
An evidence ladder for AI visibility
Use a citation evidence ladder: an indexable page can be retrieved; a verified crawler request shows a fetch; an exact citation URL shows one answer used that page; a human referral shows a visit; a verified account-linked payment shows observed revenue. Each step needs its own receipt. None automatically proves the next.
For a repeatable comparison, fix the unbranded question set, provider, locale and sampling window. Record the exact answer and cited URLs privately. Report target-page citations separately from brand mentions. A one-answer free check is a sample, not an estimate of every user's recommendation experience.
Google's search guidance emphasizes helpful, accessible content; a special GEO schema or an llms.txt file is not a substitute for a useful page. Our approach is transparent worked examples and tools whose answers a reader can reproduce, such as the prompt cache break-even calculator.
Next, connect the answer evidence to human AI referrals and revenue. Keep bot traffic and unlinked payments outside any claim of acquired paying users.
Related reading
From a citation to a paying customer.
AI citations to revenue checklist
Keep citations, crawler requests, referrals, and payments as four separate receipts.
AI traffic analytics
Separate verified crawler requests from human AI referrals before joining revenue.
Best AI visibility tools
Compare monitoring, citation research, crawler evidence, and revenue attribution honestly.
Start with one real question
Check your current AI visibility now.
The free check uses one US-English ChatGPT observation and current Google keyword estimates. It never invents a score.